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robroc/gist:d2ddb095d78ddc904eaa6333e9bcef2c

Created February 24, 2021 20:38
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{
"cells": [
{
"cell_type": "markdown",
"id": "theoretical-governor",
"metadata": {},
"source": [
"## Data prep"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "super-queens",
"metadata": {},
"outputs": [],
"source": [
"# Load libraries\n",
"\n",
"import pandas as pd\n",
"import numpy as np\n",
"import glob\n",
"pd.options.plotting.backend = \"plotly\""
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "weird-found",
"metadata": {},
"outputs": [],
"source": [
"# Merge files and delete duplicates\n",
"\n",
"files = glob.glob('raw data/*.csv')\n",
"all_dfs = []\n",
"for f in files:\n",
" _df = pd.read_csv(f, parse_dates = ['DATE'],\n",
" dtype = {'PER/ACRE':str, 'ASS VAL':str},\n",
" na_values=['', ' ', 'N/A'])\n",
" all_dfs.append(_df)\n",
" \n",
"df = pd.concat(all_dfs, ignore_index=True)\n",
"df['ASS VAL'] = df['ASS VAL'].str.replace(',','').astype(float)\n",
"df['PER/ACRE'] = df['PER/ACRE'].str.replace(',','').astype(float)\n",
"\n",
"df = df.drop_duplicates()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "spectacular-banks",
"metadata": {},
"outputs": [],
"source": [
"# Standardize LSDs \n",
"\n",
"df['LEGAL_STD'] = df.LEGAL.str.replace('LSD 0', 'LSD')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "oriental-bundle",
"metadata": {},
"outputs": [],
"source": [
"# Calculate price difference between sales\n",
"\n",
"df = df.sort_values(['LEGAL_STD', 'DATE'])\n",
"df['PRICE_CHANGE'] = df.groupby('LEGAL_STD').PRICE.diff()\n",
"df['ACRE_PRICE_CHANGE'] = df.groupby('LEGAL_STD')['PER/ACRE'].diff()"
]
},
{
"cell_type": "markdown",
"id": "editorial-gates",
"metadata": {},
"source": [
"## Analysis"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "numeric-mortgage",
"metadata": {},
"outputs": [],
"source": [
"# Define display columns\n",
"\n",
"cols = ['LEGAL', 'RM', 'DATE', 'PRICE', 'PER/ACRE', 'VENDOR', 'PURCHASER']"
]
},
{
"cell_type": "markdown",
"id": "everyday-match",
"metadata": {},
"source": [
"#### Basic stats"
]
},
{
"cell_type": "markdown",
"id": "killing-heritage",
"metadata": {},
"source": [
"Number of records"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "confused-designation",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"38451"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(df)"
]
},
{
"cell_type": "markdown",
"id": "hazardous-spare",
"metadata": {},
"source": [
"Time span of data"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "graduate-gregory",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"<ipython-input-21-4ac38c483eeb>:1: FutureWarning: Treating datetime data as categorical rather than numeric in `.describe` is deprecated and will be removed in a future version of pandas. Specify `datetime_is_numeric=True` to silence this warning and adopt the future behavior now.\n",
" df.DATE.describe()\n"
]
},
{
"data": {
"text/plain": [
"count 38451\n",
"unique 5873\n",
"top 2014-04-30 00:00:00\n",
"freq 98\n",
"first 1993-10-02 00:00:00\n",
"last 2021-02-05 00:00:00\n",
"Name: DATE, dtype: object"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.DATE.describe()"
]
},
{
"cell_type": "markdown",
"id": "dominant-projector",
"metadata": {},
"source": [
"15 biggest single sales"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "material-myrtle",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>LEGAL</th>\n",
" <th>RM</th>\n",
" <th>DATE</th>\n",
" <th>PRICE</th>\n",
" <th>PER/ACRE</th>\n",
" <th>VENDOR</th>\n",
" <th>PURCHASER</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>20004</th>\n",
" <td>SW-07-28-09-W2</td>\n",
" <td>275 - Insinger</td>\n",
" <td>2019-12-10</td>\n",
" <td>4500000</td>\n",
" <td>3132.83</td>\n",
" <td>John Zuchkan</td>\n",
" <td>John Zuchkan et al</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21543</th>\n",
" <td>NE-27-28-08-W2</td>\n",
" <td>275 - Insinger</td>\n",
" <td>2005-09-09</td>\n",
" <td>4051350</td>\n",
" <td>25320.94</td>\n",
" <td>Yellowhead Pork Producers Ltd.</td>\n",
" <td>BIG SKY FARMS INC.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27818</th>\n",
" <td>NW-01-32-08-W2</td>\n",
" <td>305 - Invermay</td>\n",
" <td>2002-10-04</td>\n",
" <td>4000000</td>\n",
" <td>25000.00</td>\n",
" <td>Big Sky Farms Inc.</td>\n",
" <td>PRAIRIE HOG PRODUCTION INC.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2031</th>\n",
" <td>NE-03-08-23-W2</td>\n",
" <td>070 - Key West</td>\n",
" <td>2002-10-04</td>\n",
" <td>4000000</td>\n",
" <td>25157.23</td>\n",
" <td>Big Sky Farms Inc.</td>\n",
" <td>PRAIRIE HOG PRODUCTION INC.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17185</th>\n",
" <td>Parcel# 164702842</td>\n",
" <td>250 - Last Mountain Valley</td>\n",
" <td>2019-12-09</td>\n",
" <td>3762000</td>\n",
" <td>836000.00</td>\n",
" <td>Victoria &amp; Kent Rhodes</td>\n",
" <td>Kent Rhodes et al</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27667</th>\n",
" <td>SE-12-33-07-W2</td>\n",
" <td>305 - Invermay</td>\n",
" <td>2004-05-13</td>\n",
" <td>3700000</td>\n",
" <td>23125.00</td>\n",
" <td>Big Sky Farms Inc.</td>\n",
" <td>PRAIRIE HOG PRODUCTION INC.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1921</th>\n",
" <td>SE-18-08-22-W2</td>\n",
" <td>070 - Key West</td>\n",
" <td>2003-06-18</td>\n",
" <td>3550000</td>\n",
" <td>22327.04</td>\n",
" <td>Big Sky Farms Inc.</td>\n",
" <td>BIG SKY FINISHERS (NO. 1) INC.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1922</th>\n",
" <td>NW-11-08-22-W2</td>\n",
" <td>070 - Key West</td>\n",
" <td>2003-06-18</td>\n",
" <td>3550000</td>\n",
" <td>22327.04</td>\n",
" <td>Big Sky Farms Inc.</td>\n",
" <td>BIG SKY FINISHERS (NO. 1) INC.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17184</th>\n",
" <td>NW-24-26-22-W2</td>\n",
" <td>250 - Last Mountain Valley</td>\n",
" <td>2019-12-09</td>\n",
" <td>3056400</td>\n",
" <td>2147.06</td>\n",
" <td>Terry Hamilton</td>\n",
" <td>Murray Hamilton et al</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32049</th>\n",
" <td>NW-08-52-16-W2</td>\n",
" <td>488 - Torch River</td>\n",
" <td>2020-11-30</td>\n",
" <td>2526100</td>\n",
" <td>17360.32</td>\n",
" <td>TOPSOIL FARM LAND MANAGEMENT (</td>\n",
" <td>J &amp; J WINNY HOLDINGS LTD.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26418</th>\n",
" <td>SW-24-33-07-W2</td>\n",
" <td>305 - Invermay</td>\n",
" <td>2019-12-10</td>\n",
" <td>2250000</td>\n",
" <td>1575.10</td>\n",
" <td>Daniel Sliva</td>\n",
" <td>Daniel Sliva et al</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26422</th>\n",
" <td>SW-25-33-07-W2</td>\n",
" <td>305 - Invermay</td>\n",
" <td>2019-12-10</td>\n",
" <td>1800000</td>\n",
" <td>1259.29</td>\n",
" <td>Daniel Sliva</td>\n",
" <td>Daniel Sliva et al</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20006</th>\n",
" <td>SE-28-28-09-W2</td>\n",
" <td>275 - Insinger</td>\n",
" <td>2019-12-10</td>\n",
" <td>1800000</td>\n",
" <td>1284.93</td>\n",
" <td>John &amp; Nancy Zuchkan</td>\n",
" <td>John Zuchkan et al</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14250</th>\n",
" <td>NW-21-25-13-W2</td>\n",
" <td>247 - Kellross</td>\n",
" <td>2019-12-09</td>\n",
" <td>1800000</td>\n",
" <td>1262.63</td>\n",
" <td>Julia Wahl</td>\n",
" <td>Marv Wahl et al</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26420</th>\n",
" <td>NE-14-33-07-W2</td>\n",
" <td>305 - Invermay</td>\n",
" <td>2019-12-10</td>\n",
" <td>1800000</td>\n",
" <td>1258.42</td>\n",
" <td>Daniel Sliva</td>\n",
" <td>Daniel Sliva et al</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" LEGAL RM DATE PRICE \\\n",
"20004 SW-07-28-09-W2 275 - Insinger 2019-12-10 4500000 \n",
"21543 NE-27-28-08-W2 275 - Insinger 2005-09-09 4051350 \n",
"27818 NW-01-32-08-W2 305 - Invermay 2002-10-04 4000000 \n",
"2031 NE-03-08-23-W2 070 - Key West 2002-10-04 4000000 \n",
"17185 Parcel# 164702842 250 - Last Mountain Valley 2019-12-09 3762000 \n",
"27667 SE-12-33-07-W2 305 - Invermay 2004-05-13 3700000 \n",
"1921 SE-18-08-22-W2 070 - Key West 2003-06-18 3550000 \n",
"1922 NW-11-08-22-W2 070 - Key West 2003-06-18 3550000 \n",
"17184 NW-24-26-22-W2 250 - Last Mountain Valley 2019-12-09 3056400 \n",
"32049 NW-08-52-16-W2 488 - Torch River 2020-11-30 2526100 \n",
"26418 SW-24-33-07-W2 305 - Invermay 2019-12-10 2250000 \n",
"26422 SW-25-33-07-W2 305 - Invermay 2019-12-10 1800000 \n",
"20006 SE-28-28-09-W2 275 - Insinger 2019-12-10 1800000 \n",
"14250 NW-21-25-13-W2 247 - Kellross 2019-12-09 1800000 \n",
"26420 NE-14-33-07-W2 305 - Invermay 2019-12-10 1800000 \n",
"\n",
" PER/ACRE VENDOR \\\n",
"20004 3132.83 John Zuchkan \n",
"21543 25320.94 Yellowhead Pork Producers Ltd. \n",
"27818 25000.00 Big Sky Farms Inc. \n",
"2031 25157.23 Big Sky Farms Inc. \n",
"17185 836000.00 Victoria & Kent Rhodes \n",
"27667 23125.00 Big Sky Farms Inc. \n",
"1921 22327.04 Big Sky Farms Inc. \n",
"1922 22327.04 Big Sky Farms Inc. \n",
"17184 2147.06 Terry Hamilton \n",
"32049 17360.32 TOPSOIL FARM LAND MANAGEMENT ( \n",
"26418 1575.10 Daniel Sliva \n",
"26422 1259.29 Daniel Sliva \n",
"20006 1284.93 John & Nancy Zuchkan \n",
"14250 1262.63 Julia Wahl \n",
"26420 1258.42 Daniel Sliva \n",
"\n",
" PURCHASER \n",
"20004 John Zuchkan et al \n",
"21543 BIG SKY FARMS INC. \n",
"27818 PRAIRIE HOG PRODUCTION INC. \n",
"2031 PRAIRIE HOG PRODUCTION INC. \n",
"17185 Kent Rhodes et al \n",
"27667 PRAIRIE HOG PRODUCTION INC. \n",
"1921 BIG SKY FINISHERS (NO. 1) INC. \n",
"1922 BIG SKY FINISHERS (NO. 1) INC. \n",
"17184 Murray Hamilton et al \n",
"32049 J & J WINNY HOLDINGS LTD. \n",
"26418 Daniel Sliva et al \n",
"26422 Daniel Sliva et al \n",
"20006 John Zuchkan et al \n",
"14250 Marv Wahl et al \n",
"26420 Daniel Sliva et al "
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.sort_values('PRICE', ascending = False).head(15)[cols]"
]
},
{
"cell_type": "markdown",
"id": "amateur-salvation",
"metadata": {},
"source": [
"15 most expensive per-acre sales\n"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "incredible-liability",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>LEGAL</th>\n",
" <th>RM</th>\n",
" <th>DATE</th>\n",
" <th>PRICE</th>\n",
" <th>PER/ACRE</th>\n",
" <th>VENDOR</th>\n",
" <th>PURCHASER</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>14548</th>\n",
" <td>Parcel# 152172299</td>\n",
" <td>247 - Kellross</td>\n",
" <td>2018-01-02</td>\n",
" <td>50000</td>\n",
" <td>5000000.00</td>\n",
" <td>VILLAGE OF LESTOCK</td>\n",
" <td>RURAL MUNICIPALITY OF KELLROSS</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14555</th>\n",
" <td>Parcel# 152172299</td>\n",
" <td>247 - Kellross</td>\n",
" <td>2017-12-01</td>\n",
" <td>42450</td>\n",
" <td>4245000.00</td>\n",
" <td>CORNERSTONE CREDIT UNION</td>\n",
" <td>VILLAGE OF LESTOCK</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33023</th>\n",
" <td>Parcel# 135354898</td>\n",
" <td>488 - Torch River</td>\n",
" <td>2017-10-03</td>\n",
" <td>370000</td>\n",
" <td>3363636.36</td>\n",
" <td>Quintin &amp; Leanne Wismer</td>\n",
" <td>Quint Stacey &amp; Kari Stevenson</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32909</th>\n",
" <td>Parcel# 203329201</td>\n",
" <td>488 - Torch River</td>\n",
" <td>2018-02-13</td>\n",
" <td>479400</td>\n",
" <td>2996250.00</td>\n",
" <td>Randy &amp; Shirley Zary</td>\n",
" <td>Randy &amp; Shirley Zary</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33019</th>\n",
" <td>Parcel# 145200945</td>\n",
" <td>488 - Torch River</td>\n",
" <td>2017-10-19</td>\n",
" <td>380000</td>\n",
" <td>2923076.92</td>\n",
" <td>Donald &amp; Renee Mohr</td>\n",
" <td>Katie &amp; Jesse Hupaelo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32937</th>\n",
" <td>Parcel# 135355079</td>\n",
" <td>488 - Torch River</td>\n",
" <td>2018-01-15</td>\n",
" <td>300000</td>\n",
" <td>2727272.73</td>\n",
" <td>Cindy Tyson</td>\n",
" <td>TREVOR &amp; CINDY TYSON</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32741</th>\n",
" <td>Parcel# 135354843</td>\n",
" <td>488 - Torch River</td>\n",
" <td>2018-07-25</td>\n",
" <td>290000</td>\n",
" <td>2636363.64</td>\n",
" <td>Brad &amp; Jill McClements</td>\n",
" <td>Brad McClements</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32191</th>\n",
" <td>Parcel# 153789182</td>\n",
" <td>488 - Torch River</td>\n",
" <td>2020-05-11</td>\n",
" <td>250000</td>\n",
" <td>2272727.27</td>\n",
" <td>Aaron &amp; Kara Krahn</td>\n",
" <td>TAMMY STANKOWSKI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32271</th>\n",
" <td>Parcel# 203329199</td>\n",
" <td>488 - Torch River</td>\n",
" <td>2020-02-18</td>\n",
" <td>215000</td>\n",
" <td>1791666.67</td>\n",
" <td>Randy &amp; Shirley Zary</td>\n",
" <td>Christopher &amp; Nancy Komperdo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32114</th>\n",
" <td>Parcel# 135355068</td>\n",
" <td>488 - Torch River</td>\n",
" <td>2020-10-20</td>\n",
" <td>170000</td>\n",
" <td>1545454.55</td>\n",
" <td>Debra Gane</td>\n",
" <td>Debra &amp; Scott Remeshylo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22476</th>\n",
" <td>Parcel# 163503008</td>\n",
" <td>276 - Foam Lake</td>\n",
" <td>2020-09-28</td>\n",
" <td>595000</td>\n",
" <td>1525641.03</td>\n",
" <td>MICHEAL BRAHAM</td>\n",
" <td>Leonard &amp; Laurie Kayter</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33206</th>\n",
" <td>Parcel# 145200978</td>\n",
" <td>488 - Torch River</td>\n",
" <td>2017-01-19</td>\n",
" <td>195000</td>\n",
" <td>1500000.00</td>\n",
" <td>Garry Nachtegaele</td>\n",
" <td>VERA &amp; LUCAS HEINZE</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32178</th>\n",
" <td>Parcel# 135354944</td>\n",
" <td>488 - Torch River</td>\n",
" <td>2020-07-07</td>\n",
" <td>144500</td>\n",
" <td>1313636.36</td>\n",
" <td>Marion McComb &amp; Shirley Newsom</td>\n",
" <td>TREVOR &amp; BRENDA MINO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32176</th>\n",
" <td>Parcel# 135354977</td>\n",
" <td>488 - Torch River</td>\n",
" <td>2020-07-07</td>\n",
" <td>144500</td>\n",
" <td>1313636.36</td>\n",
" <td>Marion McComb &amp; Shirley Newsom</td>\n",
" <td>TREVOR &amp; BRENDA MINO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28732</th>\n",
" <td>Parcel# 113435399</td>\n",
" <td>336 - Sasman</td>\n",
" <td>2018-11-06</td>\n",
" <td>175000</td>\n",
" <td>1250000.00</td>\n",
" <td>William &amp; Shelley Rowein</td>\n",
" <td>William Rowein</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" LEGAL RM DATE PRICE PER/ACRE \\\n",
"14548 Parcel# 152172299 247 - Kellross 2018-01-02 50000 5000000.00 \n",
"14555 Parcel# 152172299 247 - Kellross 2017-12-01 42450 4245000.00 \n",
"33023 Parcel# 135354898 488 - Torch River 2017-10-03 370000 3363636.36 \n",
"32909 Parcel# 203329201 488 - Torch River 2018-02-13 479400 2996250.00 \n",
"33019 Parcel# 145200945 488 - Torch River 2017-10-19 380000 2923076.92 \n",
"32937 Parcel# 135355079 488 - Torch River 2018-01-15 300000 2727272.73 \n",
"32741 Parcel# 135354843 488 - Torch River 2018-07-25 290000 2636363.64 \n",
"32191 Parcel# 153789182 488 - Torch River 2020-05-11 250000 2272727.27 \n",
"32271 Parcel# 203329199 488 - Torch River 2020-02-18 215000 1791666.67 \n",
"32114 Parcel# 135355068 488 - Torch River 2020-10-20 170000 1545454.55 \n",
"22476 Parcel# 163503008 276 - Foam Lake 2020-09-28 595000 1525641.03 \n",
"33206 Parcel# 145200978 488 - Torch River 2017-01-19 195000 1500000.00 \n",
"32178 Parcel# 135354944 488 - Torch River 2020-07-07 144500 1313636.36 \n",
"32176 Parcel# 135354977 488 - Torch River 2020-07-07 144500 1313636.36 \n",
"28732 Parcel# 113435399 336 - Sasman 2018-11-06 175000 1250000.00 \n",
"\n",
" VENDOR PURCHASER \n",
"14548 VILLAGE OF LESTOCK RURAL MUNICIPALITY OF KELLROSS \n",
"14555 CORNERSTONE CREDIT UNION VILLAGE OF LESTOCK \n",
"33023 Quintin & Leanne Wismer Quint Stacey & Kari Stevenson \n",
"32909 Randy & Shirley Zary Randy & Shirley Zary \n",
"33019 Donald & Renee Mohr Katie & Jesse Hupaelo \n",
"32937 Cindy Tyson TREVOR & CINDY TYSON \n",
"32741 Brad & Jill McClements Brad McClements \n",
"32191 Aaron & Kara Krahn TAMMY STANKOWSKI \n",
"32271 Randy & Shirley Zary Christopher & Nancy Komperdo \n",
"32114 Debra Gane Debra & Scott Remeshylo \n",
"22476 MICHEAL BRAHAM Leonard & Laurie Kayter \n",
"33206 Garry Nachtegaele VERA & LUCAS HEINZE \n",
"32178 Marion McComb & Shirley Newsom TREVOR & BRENDA MINO \n",
"32176 Marion McComb & Shirley Newsom TREVOR & BRENDA MINO \n",
"28732 William & Shelley Rowein William Rowein "
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.sort_values('PER/ACRE', ascending = False).head(15)[cols]"
]
},
{
"cell_type": "markdown",
"id": "documentary-wednesday",
"metadata": {},
"source": [
"15 buyers who spent the most and the amounts they paid.\n"
]
},
{
"cell_type": "code",
"execution_count": 83,
"id": "lesser-advance",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"PURCHASER\n",
"ANDJELIC LAND INC. 27268145\n",
"J & J WINNY HOLDINGS LTD. 23954578\n",
"Topsoil Farm Land Mgmt (II) 22688525\n",
"Maxcrop Landing Ltd. 16124110\n",
"Murray Hamilton et al 15772000\n",
"INPUT CAPITAL CORP. 12505374\n",
"PRAIRIE HOG PRODUCTION INC. 11700000\n",
"Robert Andjelic 10241000\n",
"HRM the Queen (Canada) 9577731\n",
"CAROLYNN WALLIN 9514690\n",
"John Zuchkan et al 9000000\n",
"102053876 SASKATCHEWAN LTD. 8805756\n",
"SS UNIMIX AGRICULTURE CORPORAT 7696200\n",
"211413 Saskatchewan Inc. 7412232\n",
"Marv Wahl et al 7200000\n",
"Name: PRICE, dtype: int64"
]
},
"execution_count": 83,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.groupby('PURCHASER').sum().PRICE.sort_values(ascending = False).head(15)"
]
},
{
"cell_type": "markdown",
"id": "reflected-salvation",
"metadata": {},
"source": [
"15 buyers who bought the most acres and how many acres they got. It looks like the government is identified in differnet ways (HMQ, HQM(Canada), etc. These would need to be standardized to get more accurate totals."
]
},
{
"cell_type": "code",
"execution_count": 84,
"id": "waiting-escape",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"PURCHASER\n",
"HRM the Queen (Canada) 46662.89\n",
"Maxcrop Landing Ltd. 29607.50\n",
"ANDJELIC LAND INC. 26875.89\n",
"211413 Saskatchewan Inc. 20628.33\n",
"Topsoil Farm Land Mgmt (II) 19880.04\n",
"STAN DELORME, ET AL 17310.85\n",
"HRM the Queen (Sask) 16212.33\n",
"Robert Andjelic 14974.94\n",
"Murray Hamilton et al 14288.60\n",
"J & J WINNY HOLDINGS LTD. 13604.51\n",
"HMQ 11664.65\n",
"HMQ (Canada) 10429.68\n",
"HMQ(Canada) 10411.45\n",
"DOUGLAS & BRENDA HANNAH 10032.35\n",
"COWESSESS TLE HOLDINGS INC. 9821.00\n",
"Name: ACRES, dtype: float64"
]
},
"execution_count": 84,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.groupby('PURCHASER').sum().ACRES.sort_values(ascending = False).head(15)"
]
},
{
"cell_type": "markdown",
"id": "spiritual-redhead",
"metadata": {},
"source": [
"Biggest change in per-acre price from one sale to the next. It seems like a lot of these lots stayed in the family or moved between farms."
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "nervous-communications",
"metadata": {},
"outputs": [
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" <th></th>\n",
" <th>LEGAL</th>\n",
" <th>RM</th>\n",
" <th>DATE</th>\n",
" <th>PRICE</th>\n",
" <th>PER/ACRE</th>\n",
" <th>VENDOR</th>\n",
" <th>PURCHASER</th>\n",
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" <tr>\n",
" <th>20004</th>\n",
" <td>SW-07-28-09-W2</td>\n",
" <td>275 - Insinger</td>\n",
" <td>2019-12-10</td>\n",
" <td>4500000</td>\n",
" <td>3132.83</td>\n",
" <td>John Zuchkan</td>\n",
" <td>John Zuchkan et al</td>\n",
" <td>4000000.0</td>\n",
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" <tr>\n",
" <th>21543</th>\n",
" <td>NE-27-28-08-W2</td>\n",
" <td>275 - Insinger</td>\n",
" <td>2005-09-09</td>\n",
" <td>4051350</td>\n",
" <td>25320.94</td>\n",
" <td>Yellowhead Pork Producers Ltd.</td>\n",
" <td>BIG SKY FARMS INC.</td>\n",
" <td>3979350.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27818</th>\n",
" <td>NW-01-32-08-W2</td>\n",
" <td>305 - Invermay</td>\n",
" <td>2002-10-04</td>\n",
" <td>4000000</td>\n",
" <td>25000.00</td>\n",
" <td>Big Sky Farms Inc.</td>\n",
" <td>PRAIRIE HOG PRODUCTION INC.</td>\n",
" <td>3958000.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2031</th>\n",
" <td>NE-03-08-23-W2</td>\n",
" <td>070 - Key West</td>\n",
" <td>2002-10-04</td>\n",
" <td>4000000</td>\n",
" <td>25157.23</td>\n",
" <td>Big Sky Farms Inc.</td>\n",
" <td>PRAIRIE HOG PRODUCTION INC.</td>\n",
" <td>3940000.0</td>\n",
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" <tr>\n",
" <th>27667</th>\n",
" <td>SE-12-33-07-W2</td>\n",
" <td>305 - Invermay</td>\n",
" <td>2004-05-13</td>\n",
" <td>3700000</td>\n",
" <td>23125.00</td>\n",
" <td>Big Sky Farms Inc.</td>\n",
" <td>PRAIRIE HOG PRODUCTION INC.</td>\n",
" <td>3628000.0</td>\n",
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" <tr>\n",
" <th>1922</th>\n",
" <td>NW-11-08-22-W2</td>\n",
" <td>070 - Key West</td>\n",
" <td>2003-06-18</td>\n",
" <td>3550000</td>\n",
" <td>22327.04</td>\n",
" <td>Big Sky Farms Inc.</td>\n",
" <td>BIG SKY FINISHERS (NO. 1) INC.</td>\n",
" <td>3496000.0</td>\n",
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" <tr>\n",
" <th>1921</th>\n",
" <td>SE-18-08-22-W2</td>\n",
" <td>070 - Key West</td>\n",
" <td>2003-06-18</td>\n",
" <td>3550000</td>\n",
" <td>22327.04</td>\n",
" <td>Big Sky Farms Inc.</td>\n",
" <td>BIG SKY FINISHERS (NO. 1) INC.</td>\n",
" <td>3488000.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17185</th>\n",
" <td>Parcel# 164702842</td>\n",
" <td>250 - Last Mountain Valley</td>\n",
" <td>2019-12-09</td>\n",
" <td>3762000</td>\n",
" <td>836000.00</td>\n",
" <td>Victoria &amp; Kent Rhodes</td>\n",
" <td>Kent Rhodes et al</td>\n",
" <td>3344000.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17184</th>\n",
" <td>NW-24-26-22-W2</td>\n",
" <td>250 - Last Mountain Valley</td>\n",
" <td>2019-12-09</td>\n",
" <td>3056400</td>\n",
" <td>2147.06</td>\n",
" <td>Terry Hamilton</td>\n",
" <td>Murray Hamilton et al</td>\n",
" <td>2716800.0</td>\n",
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" <tr>\n",
" <th>33703</th>\n",
" <td>NW-08-52-16-W2</td>\n",
" <td>488 - Torch River</td>\n",
" <td>2015-06-03</td>\n",
" <td>1789155</td>\n",
" <td>12295.75</td>\n",
" <td>Torch River Agr Corp</td>\n",
" <td>Topsoil Farm Land Mgmt (II)</td>\n",
" <td>1714787.0</td>\n",
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" <th>20006</th>\n",
" <td>SE-28-28-09-W2</td>\n",
" <td>275 - Insinger</td>\n",
" <td>2019-12-10</td>\n",
" <td>1800000</td>\n",
" <td>1284.93</td>\n",
" <td>John &amp; Nancy Zuchkan</td>\n",
" <td>John Zuchkan et al</td>\n",
" <td>1600000.0</td>\n",
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" <tr>\n",
" <th>5870</th>\n",
" <td>NE-32-20-05-W2</td>\n",
" <td>184 - Grayson</td>\n",
" <td>2019-12-09</td>\n",
" <td>1620000</td>\n",
" <td>1133.07</td>\n",
" <td>Herbert &amp; Monica Haas</td>\n",
" <td>JBH FARMS LTD. et al</td>\n",
" <td>1595000.0</td>\n",
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" <tr>\n",
" <th>5878</th>\n",
" <td>SE-32-20-05-W2</td>\n",
" <td>184 - Grayson</td>\n",
" <td>2019-12-09</td>\n",
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" <td>1124.72</td>\n",
" <td>Herbert &amp; Monica Haas</td>\n",
" <td>JBH FARMS LTD. et al</td>\n",
" <td>1440000.0</td>\n",
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" <td>SW-20-51-14-W2</td>\n",
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" <td>2019-12-09</td>\n",
" <td>1566000</td>\n",
" <td>1199.17</td>\n",
" <td>Emily Backstrom</td>\n",
" <td>CONCENTRA TRUST / LA SOCIETE D</td>\n",
" <td>1392000.0</td>\n",
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" <th>17173</th>\n",
" <td>SE-25-26-22-W2</td>\n",
" <td>250 - Last Mountain Valley</td>\n",
" <td>2019-12-09</td>\n",
" <td>1436400</td>\n",
" <td>1006.11</td>\n",
" <td>Terry Hamilton</td>\n",
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" LEGAL RM DATE PRICE \\\n",
"20004 SW-07-28-09-W2 275 - Insinger 2019-12-10 4500000 \n",
"21543 NE-27-28-08-W2 275 - Insinger 2005-09-09 4051350 \n",
"27818 NW-01-32-08-W2 305 - Invermay 2002-10-04 4000000 \n",
"2031 NE-03-08-23-W2 070 - Key West 2002-10-04 4000000 \n",
"27667 SE-12-33-07-W2 305 - Invermay 2004-05-13 3700000 \n",
"1922 NW-11-08-22-W2 070 - Key West 2003-06-18 3550000 \n",
"1921 SE-18-08-22-W2 070 - Key West 2003-06-18 3550000 \n",
"17185 Parcel# 164702842 250 - Last Mountain Valley 2019-12-09 3762000 \n",
"17184 NW-24-26-22-W2 250 - Last Mountain Valley 2019-12-09 3056400 \n",
"33703 NW-08-52-16-W2 488 - Torch River 2015-06-03 1789155 \n",
"20006 SE-28-28-09-W2 275 - Insinger 2019-12-10 1800000 \n",
"5870 NE-32-20-05-W2 184 - Grayson 2019-12-09 1620000 \n",
"5878 SE-32-20-05-W2 184 - Grayson 2019-12-09 1620000 \n",
"32358 SW-20-51-14-W2 488 - Torch River 2019-12-09 1566000 \n",
"17173 SE-25-26-22-W2 250 - Last Mountain Valley 2019-12-09 1436400 \n",
"\n",
" PER/ACRE VENDOR \\\n",
"20004 3132.83 John Zuchkan \n",
"21543 25320.94 Yellowhead Pork Producers Ltd. \n",
"27818 25000.00 Big Sky Farms Inc. \n",
"2031 25157.23 Big Sky Farms Inc. \n",
"27667 23125.00 Big Sky Farms Inc. \n",
"1922 22327.04 Big Sky Farms Inc. \n",
"1921 22327.04 Big Sky Farms Inc. \n",
"17185 836000.00 Victoria & Kent Rhodes \n",
"17184 2147.06 Terry Hamilton \n",
"33703 12295.75 Torch River Agr Corp \n",
"20006 1284.93 John & Nancy Zuchkan \n",
"5870 1133.07 Herbert & Monica Haas \n",
"5878 1124.72 Herbert & Monica Haas \n",
"32358 1199.17 Emily Backstrom \n",
"17173 1006.11 Terry Hamilton \n",
"\n",
" PURCHASER PRICE_CHANGE \n",
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"5870 JBH FARMS LTD. et al 1595000.0 \n",
"5878 JBH FARMS LTD. et al 1440000.0 \n",
"32358 CONCENTRA TRUST / LA SOCIETE D 1392000.0 \n",
"17173 Murray Hamilton et al 1386400.0 "
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},
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"execution_count": 89,
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"ticks": ""
},
"baxis": {
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},
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"caxis": {
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}
},
"title": {
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},
"xaxis": {
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"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
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},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
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"gridcolor": "white",
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"ticks": "",
"title": {
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}
}
},
"xaxis": {
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"autorange": true,
"domain": [
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],
"range": [
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],
"title": {
"text": "DATE"
},
"type": "linear"
},
"yaxis": {
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"domain": [
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],
"range": [
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],
"title": {
"text": "value"
},
"type": "linear"
}
}
},
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"source": [
"df.groupby(df.DATE.dt.year).ACRE_PRICE_CHANGE.mean().plot.bar()"
]
},
{
"cell_type": "markdown",
"id": "quantitative-amber",
"metadata": {},
"source": [
"2014 is a huge outlier, let's take a close look. Here are the 15 sales that year with the biggest price change"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "killing-recovery",
"metadata": {},
"outputs": [
{
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" <th></th>\n",
" <th>LEGAL</th>\n",
" <th>RM</th>\n",
" <th>DATE</th>\n",
" <th>PRICE</th>\n",
" <th>PER/ACRE</th>\n",
" <th>VENDOR</th>\n",
" <th>PURCHASER</th>\n",
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" </thead>\n",
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" <tr>\n",
" <th>12159</th>\n",
" <td>SW-13-24-07-W2</td>\n",
" <td>215 - Stanley</td>\n",
" <td>2014-09-25</td>\n",
" <td>72000</td>\n",
" <td>720000.00</td>\n",
" <td>Donald Tebb et al</td>\n",
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" <th>29172</th>\n",
" <td>LSD 9-09-34-12-W2</td>\n",
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" <td>2014-12-08</td>\n",
" <td>12520</td>\n",
" <td>178857.14</td>\n",
" <td>William &amp; Mary Kulyk</td>\n",
" <td>William Kulyk</td>\n",
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" <th>12161</th>\n",
" <td>NW-13-24-07-W2</td>\n",
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" <th>34094</th>\n",
" <td>LSD 11-13-52-19-W2</td>\n",
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" <tr>\n",
" <th>33947</th>\n",
" <td>SW-16-51-14-W2</td>\n",
" <td>488 - Torch River</td>\n",
" <td>2014-11-13</td>\n",
" <td>535500</td>\n",
" <td>9916.67</td>\n",
" <td>Curtis &amp; Brenda Deutsch</td>\n",
" <td>JODY &amp; SHONA FUNK</td>\n",
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" <th>6314</th>\n",
" <td>NW-20-21-05-W2</td>\n",
" <td>184 - Grayson</td>\n",
" <td>2014-03-13</td>\n",
" <td>932500</td>\n",
" <td>5835.42</td>\n",
" <td>Randy Thiedig</td>\n",
" <td>SS UNIMIX AGRICULTURE CORPORAT</td>\n",
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" <th>9488</th>\n",
" <td>SW-03-22-03-W2</td>\n",
" <td>213 - Saltcoats</td>\n",
" <td>2014-03-05</td>\n",
" <td>896400</td>\n",
" <td>5603.55</td>\n",
" <td>STEPHEN &amp; LINDA ROPER</td>\n",
" <td>SS UNIMIX AGRICULTURE CORPORAT</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17723</th>\n",
" <td>SW-15-25-22-W2</td>\n",
" <td>250 - Last Mountain Valley</td>\n",
" <td>2014-08-20</td>\n",
" <td>520000</td>\n",
" <td>3242.91</td>\n",
" <td>Barrie &amp; Barbara Gwillim</td>\n",
" <td>Barbara Gwillim</td>\n",
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" <tr>\n",
" <th>6302</th>\n",
" <td>NE-19-21-05-W2</td>\n",
" <td>184 - Grayson</td>\n",
" <td>2014-03-13</td>\n",
" <td>437500</td>\n",
" <td>2762.52</td>\n",
" <td>Randy Thiedig</td>\n",
" <td>SS UNIMIX AGRICULTURE CORPORAT</td>\n",
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" <tr>\n",
" <th>23303</th>\n",
" <td>NE-04-30-11-W2</td>\n",
" <td>276 - Foam Lake</td>\n",
" <td>2014-03-05</td>\n",
" <td>416500</td>\n",
" <td>2608.18</td>\n",
" <td>Ronald &amp; Rita Zadorozniak</td>\n",
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" <th>26794</th>\n",
" <td>SW-15-33-08-W2</td>\n",
" <td>305 - Invermay</td>\n",
" <td>2014-04-10</td>\n",
" <td>500000</td>\n",
" <td>3161.96</td>\n",
" <td>Barry &amp; Justin &amp; Korwin Enge</td>\n",
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" <td>2014-05-28</td>\n",
" <td>260556</td>\n",
" <td>3290.26</td>\n",
" <td>Russell Shukin</td>\n",
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" <tr>\n",
" <th>3662</th>\n",
" <td>NW-12-11-22-W2</td>\n",
" <td>100 - Elmsthorpe</td>\n",
" <td>2014-04-15</td>\n",
" <td>311000</td>\n",
" <td>1943.02</td>\n",
" <td>Frobisher Farm Ltd.</td>\n",
" <td>HUAI LI</td>\n",
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" <tr>\n",
" <th>552</th>\n",
" <td>SW-27-07-22-W2</td>\n",
" <td>070 - Key West</td>\n",
" <td>2014-11-03</td>\n",
" <td>200000</td>\n",
" <td>3352.89</td>\n",
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" <td>BRYAN SMITH et al</td>\n",
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" <td>SE-07-53-17-W2</td>\n",
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" <td>295000</td>\n",
" <td>1870.05</td>\n",
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"text/plain": [
" LEGAL RM DATE PRICE \\\n",
"12159 SW-13-24-07-W2 215 - Stanley 2014-09-25 72000 \n",
"29172 LSD 9-09-34-12-W2 336 - Sasman 2014-12-08 12520 \n",
"12161 NW-13-24-07-W2 215 - Stanley 2014-09-25 60100 \n",
"34094 LSD 11-13-52-19-W2 488 - Torch River 2014-04-01 600000 \n",
"33947 SW-16-51-14-W2 488 - Torch River 2014-11-13 535500 \n",
"6314 NW-20-21-05-W2 184 - Grayson 2014-03-13 932500 \n",
"9488 SW-03-22-03-W2 213 - Saltcoats 2014-03-05 896400 \n",
"17723 SW-15-25-22-W2 250 - Last Mountain Valley 2014-08-20 520000 \n",
"6302 NE-19-21-05-W2 184 - Grayson 2014-03-13 437500 \n",
"23303 NE-04-30-11-W2 276 - Foam Lake 2014-03-05 416500 \n",
"26794 SW-15-33-08-W2 305 - Invermay 2014-04-10 500000 \n",
"26766 SW-01-32-07-W2 305 - Invermay 2014-05-28 260556 \n",
"3662 NW-12-11-22-W2 100 - Elmsthorpe 2014-04-15 311000 \n",
"552 SW-27-07-22-W2 070 - Key West 2014-11-03 200000 \n",
"33984 SE-07-53-17-W2 488 - Torch River 2014-09-29 295000 \n",
"\n",
" PER/ACRE VENDOR PURCHASER \n",
"12159 720000.00 Donald Tebb et al Donald & Noeleen Tebb \n",
"29172 178857.14 William & Mary Kulyk William Kulyk \n",
"12161 15774.28 Donald Tebb et al Noeleen & Donald Tebb \n",
"34094 8854.78 Carman Long Carman Long et al \n",
"33947 9916.67 Curtis & Brenda Deutsch JODY & SHONA FUNK \n",
"6314 5835.42 Randy Thiedig SS UNIMIX AGRICULTURE CORPORAT \n",
"9488 5603.55 STEPHEN & LINDA ROPER SS UNIMIX AGRICULTURE CORPORAT \n",
"17723 3242.91 Barrie & Barbara Gwillim Barbara Gwillim \n",
"6302 2762.52 Randy Thiedig SS UNIMIX AGRICULTURE CORPORAT \n",
"23303 2608.18 Ronald & Rita Zadorozniak Julian Evanochko et al \n",
"26794 3161.96 Barry & Justin & Korwin Enge Justin & Korwin Enge \n",
"26766 3290.26 Russell Shukin GENEVIEVE SHUKIN et al \n",
"3662 1943.02 Frobisher Farm Ltd. HUAI LI \n",
"552 3352.89 Bryan Smith et al BRYAN SMITH et al \n",
"33984 1870.05 Wayne & Florence McAuley Dennis & Wanda Wood "
]
},
"execution_count": 28,
"metadata": {},
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}
],
"source": [
"big_changes_2014 = df[df.DATE.dt.year == 2014].sort_values('ACRE_PRICE_CHANGE', ascending = False).head(15)\n",
"big_changes_2014[cols]"
]
},
{
"cell_type": "markdown",
"id": "decimal-nurse",
"metadata": {},
"source": [
"Let's isolate those properties and look at past sales. Look at property LSD 9-09-34-12-W2. It was sold by William Kulyk for \\\\$1 in 2012, then bought by William & Mary Kulyk for \\\\$1, then bought back by William Kulyk for \\\\$12520 in 2014. Is this anomalous?"
]
},
{
"cell_type": "code",
"execution_count": 98,
"id": "fossil-edinburgh",
"metadata": {},
"outputs": [
{
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" <th>29559</th>\n",
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" <th>24926</th>\n",
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" <th>8703</th>\n",
" <td>NE-19-21-05-W2</td>\n",
" <td>1994-12-20</td>\n",
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" <td>NaN</td>\n",
" <td>Ottilia Thiedig</td>\n",
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" <th>6302</th>\n",
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" <th>4849</th>\n",
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" <td>Dwite Demerse</td>\n",
" <td>Dwite &amp; Linda Demerse</td>\n",
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" <td>NW-12-11-22-W2</td>\n",
" <td>2014-04-15</td>\n",
" <td>311000</td>\n",
" <td>1880.52</td>\n",
" <td>Frobisher Farm Ltd.</td>\n",
" <td>HUAI LI</td>\n",
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" <th>3669</th>\n",
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" <td>NaN</td>\n",
" <td>Steve Somogyi</td>\n",
" <td>Donald Tebb et al</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12158</th>\n",
" <td>NW-13-24-07-W2</td>\n",
" <td>2014-09-25</td>\n",
" <td>53700</td>\n",
" <td>58.58</td>\n",
" <td>Donald Tebb et al</td>\n",
" <td>Donald &amp; Noeleen Tebb</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12161</th>\n",
" <td>NW-13-24-07-W2</td>\n",
" <td>2014-09-25</td>\n",
" <td>60100</td>\n",
" <td>15424.56</td>\n",
" <td>Donald Tebb et al</td>\n",
" <td>Noeleen &amp; Donald Tebb</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8700</th>\n",
" <td>NW-20-21-05-W2</td>\n",
" <td>1994-12-20</td>\n",
" <td>32000</td>\n",
" <td>NaN</td>\n",
" <td>Ottilia Thiedig</td>\n",
" <td>Randy Thiedig</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6314</th>\n",
" <td>NW-20-21-05-W2</td>\n",
" <td>2014-03-13</td>\n",
" <td>932500</td>\n",
" <td>5635.42</td>\n",
" <td>Randy Thiedig</td>\n",
" <td>SS UNIMIX AGRICULTURE CORPORAT</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36945</th>\n",
" <td>SE-07-53-17-W2</td>\n",
" <td>2000-06-23</td>\n",
" <td>20000</td>\n",
" <td>NaN</td>\n",
" <td>James Elves</td>\n",
" <td>Wayne &amp; Florence McAuley</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33984</th>\n",
" <td>SE-07-53-17-W2</td>\n",
" <td>2014-09-29</td>\n",
" <td>295000</td>\n",
" <td>1745.05</td>\n",
" <td>Wayne &amp; Florence McAuley</td>\n",
" <td>Dennis &amp; Wanda Wood</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27006</th>\n",
" <td>SW-01-32-07-W2</td>\n",
" <td>2012-06-19</td>\n",
" <td>45000</td>\n",
" <td>NaN</td>\n",
" <td>Peter Shukin</td>\n",
" <td>Genevieve Shukin et al</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27003</th>\n",
" <td>SW-01-32-07-W2</td>\n",
" <td>2012-06-29</td>\n",
" <td>90000</td>\n",
" <td>568.26</td>\n",
" <td>Genevieve Shukin</td>\n",
" <td>Kurtis Shukin et al</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26766</th>\n",
" <td>SW-01-32-07-W2</td>\n",
" <td>2014-05-28</td>\n",
" <td>260556</td>\n",
" <td>2153.75</td>\n",
" <td>Russell Shukin</td>\n",
" <td>GENEVIEVE SHUKIN et al</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26767</th>\n",
" <td>SW-01-32-07-W2</td>\n",
" <td>2014-05-28</td>\n",
" <td>521112</td>\n",
" <td>0.21</td>\n",
" <td>GENEVIEVE SHUKIN</td>\n",
" <td>Jason Bosovich et al</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26771</th>\n",
" <td>SW-01-32-07-W2</td>\n",
" <td>2014-05-28</td>\n",
" <td>521112</td>\n",
" <td>0.00</td>\n",
" <td>Kurtis &amp; Genevieve Shukin</td>\n",
" <td>Jason Bosovich et al</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10432</th>\n",
" <td>SW-03-22-03-W2</td>\n",
" <td>2005-07-22</td>\n",
" <td>249500</td>\n",
" <td>NaN</td>\n",
" <td>Lloyd Griffith</td>\n",
" <td>STEPHEN &amp; LINDA ROPER</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9488</th>\n",
" <td>SW-03-22-03-W2</td>\n",
" <td>2014-03-05</td>\n",
" <td>896400</td>\n",
" <td>4044.17</td>\n",
" <td>STEPHEN &amp; LINDA ROPER</td>\n",
" <td>SS UNIMIX AGRICULTURE CORPORAT</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13229</th>\n",
" <td>SW-13-24-07-W2</td>\n",
" <td>2003-06-09</td>\n",
" <td>45000</td>\n",
" <td>NaN</td>\n",
" <td>Tony Somogyi</td>\n",
" <td>Donald Tebb et al</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12156</th>\n",
" <td>SW-13-24-07-W2</td>\n",
" <td>2014-09-25</td>\n",
" <td>47500</td>\n",
" <td>15.22</td>\n",
" <td>Donald Tebb et al</td>\n",
" <td>Noeleen &amp; Donald Tebb</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12159</th>\n",
" <td>SW-13-24-07-W2</td>\n",
" <td>2014-09-25</td>\n",
" <td>72000</td>\n",
" <td>719701.76</td>\n",
" <td>Donald Tebb et al</td>\n",
" <td>Donald &amp; Noeleen Tebb</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19806</th>\n",
" <td>SW-15-25-22-W2</td>\n",
" <td>1995-09-01</td>\n",
" <td>45270</td>\n",
" <td>NaN</td>\n",
" <td>Barrie Gwillim</td>\n",
" <td>Barrie &amp; Barbara Gwillim</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17723</th>\n",
" <td>SW-15-25-22-W2</td>\n",
" <td>2014-08-20</td>\n",
" <td>520000</td>\n",
" <td>2959.97</td>\n",
" <td>Barrie &amp; Barbara Gwillim</td>\n",
" <td>Barbara Gwillim</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17413</th>\n",
" <td>SW-15-25-22-W2</td>\n",
" <td>2017-06-16</td>\n",
" <td>359220</td>\n",
" <td>-1002.69</td>\n",
" <td>Barbara Gwillim</td>\n",
" <td>Nicholas &amp; Jessica Guraluick</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27744</th>\n",
" <td>SW-15-33-08-W2</td>\n",
" <td>2003-03-17</td>\n",
" <td>300000</td>\n",
" <td>NaN</td>\n",
" <td>Barry Enge</td>\n",
" <td>Enge et al</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27590</th>\n",
" <td>SW-15-33-08-W2</td>\n",
" <td>2005-04-20</td>\n",
" <td>150000</td>\n",
" <td>-949.36</td>\n",
" <td>Barry Enge et al</td>\n",
" <td>Barry, Justin &amp; Korwin Enge</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26794</th>\n",
" <td>SW-15-33-08-W2</td>\n",
" <td>2014-04-10</td>\n",
" <td>500000</td>\n",
" <td>2212.59</td>\n",
" <td>Barry &amp; Justin &amp; Korwin Enge</td>\n",
" <td>Justin &amp; Korwin Enge</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37461</th>\n",
" <td>SW-16-51-14-W2</td>\n",
" <td>1998-09-01</td>\n",
" <td>160000</td>\n",
" <td>NaN</td>\n",
" <td>ALBERT &amp; MINNIE DEUTSCH</td>\n",
" <td>CURTIS &amp; BRENDA DEUTSCH</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33947</th>\n",
" <td>SW-16-51-14-W2</td>\n",
" <td>2014-11-13</td>\n",
" <td>535500</td>\n",
" <td>8099.11</td>\n",
" <td>Curtis &amp; Brenda Deutsch</td>\n",
" <td>JODY &amp; SHONA FUNK</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1506</th>\n",
" <td>SW-27-07-22-W2</td>\n",
" <td>2008-03-12</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>George Fish</td>\n",
" <td>George Fish</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1503</th>\n",
" <td>SW-27-07-22-W2</td>\n",
" <td>2008-03-17</td>\n",
" <td>144500</td>\n",
" <td>NaN</td>\n",
" <td>George Fish</td>\n",
" <td>Bryan Smith et al</td>\n",
" </tr>\n",
" <tr>\n",
" <th>552</th>\n",
" <td>SW-27-07-22-W2</td>\n",
" <td>2014-11-03</td>\n",
" <td>200000</td>\n",
" <td>1863.20</td>\n",
" <td>Bryan Smith et al</td>\n",
" <td>BRYAN SMITH et al</td>\n",
" </tr>\n",
" <tr>\n",
" <th>391</th>\n",
" <td>SW-27-07-22-W2</td>\n",
" <td>2016-10-26</td>\n",
" <td>190500</td>\n",
" <td>-159.26</td>\n",
" <td>BRYAN SMITH et al</td>\n",
" <td>Meghan Pond</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" LEGAL_STD DATE PRICE ACRE_PRICE_CHANGE \\\n",
"36881 LSD 11-13-52-19-W2 2000-09-15 16500 NaN \n",
"34094 LSD 11-13-52-19-W2 2014-04-01 600000 8442.28 \n",
"29559 LSD 9-09-34-12-W2 2012-04-19 1 NaN \n",
"29367 LSD 9-09-34-12-W2 2013-05-22 1 0.00 \n",
"29172 LSD 9-09-34-12-W2 2014-12-08 12520 178842.85 \n",
"24926 NE-04-30-11-W2 2003-12-08 40000 NaN \n",
"23303 NE-04-30-11-W2 2014-03-05 416500 2358.18 \n",
"8703 NE-19-21-05-W2 1994-12-20 26000 NaN \n",
"6302 NE-19-21-05-W2 2014-03-13 437500 2600.02 \n",
"4849 NW-12-11-22-W2 2002-02-12 10000 NaN \n",
"3662 NW-12-11-22-W2 2014-04-15 311000 1880.52 \n",
"3669 NW-12-11-22-W2 2014-04-15 311000 0.00 \n",
"13228 NW-13-24-07-W2 2003-06-09 46000 NaN \n",
"12158 NW-13-24-07-W2 2014-09-25 53700 58.58 \n",
"12161 NW-13-24-07-W2 2014-09-25 60100 15424.56 \n",
"8700 NW-20-21-05-W2 1994-12-20 32000 NaN \n",
"6314 NW-20-21-05-W2 2014-03-13 932500 5635.42 \n",
"36945 SE-07-53-17-W2 2000-06-23 20000 NaN \n",
"33984 SE-07-53-17-W2 2014-09-29 295000 1745.05 \n",
"27006 SW-01-32-07-W2 2012-06-19 45000 NaN \n",
"27003 SW-01-32-07-W2 2012-06-29 90000 568.26 \n",
"26766 SW-01-32-07-W2 2014-05-28 260556 2153.75 \n",
"26767 SW-01-32-07-W2 2014-05-28 521112 0.21 \n",
"26771 SW-01-32-07-W2 2014-05-28 521112 0.00 \n",
"10432 SW-03-22-03-W2 2005-07-22 249500 NaN \n",
"9488 SW-03-22-03-W2 2014-03-05 896400 4044.17 \n",
"13229 SW-13-24-07-W2 2003-06-09 45000 NaN \n",
"12156 SW-13-24-07-W2 2014-09-25 47500 15.22 \n",
"12159 SW-13-24-07-W2 2014-09-25 72000 719701.76 \n",
"19806 SW-15-25-22-W2 1995-09-01 45270 NaN \n",
"17723 SW-15-25-22-W2 2014-08-20 520000 2959.97 \n",
"17413 SW-15-25-22-W2 2017-06-16 359220 -1002.69 \n",
"27744 SW-15-33-08-W2 2003-03-17 300000 NaN \n",
"27590 SW-15-33-08-W2 2005-04-20 150000 -949.36 \n",
"26794 SW-15-33-08-W2 2014-04-10 500000 2212.59 \n",
"37461 SW-16-51-14-W2 1998-09-01 160000 NaN \n",
"33947 SW-16-51-14-W2 2014-11-13 535500 8099.11 \n",
"1506 SW-27-07-22-W2 2008-03-12 0 NaN \n",
"1503 SW-27-07-22-W2 2008-03-17 144500 NaN \n",
"552 SW-27-07-22-W2 2014-11-03 200000 1863.20 \n",
"391 SW-27-07-22-W2 2016-10-26 190500 -159.26 \n",
"\n",
" VENDOR PURCHASER \n",
"36881 Frank/Edna/David Pagan Carman Long \n",
"34094 Carman Long Carman Long et al \n",
"29559 William Kulyk LAWRENCE HASKEY \n",
"29367 LAWRENCE HASKEY William & Mary Kulyk \n",
"29172 William & Mary Kulyk William Kulyk \n",
"24926 Olga Zadorozniak Ronald & Rita Zadorozniak \n",
"23303 Ronald & Rita Zadorozniak Julian Evanochko et al \n",
"8703 Ottilia Thiedig Randy Thiedig \n",
"6302 Randy Thiedig SS UNIMIX AGRICULTURE CORPORAT \n",
"4849 Dwite Demerse Dwite & Linda Demerse \n",
"3662 Frobisher Farm Ltd. HUAI LI \n",
"3669 Dwite & Linda Demerse Frobisher Farm Ltd. \n",
"13228 Steve Somogyi Donald Tebb et al \n",
"12158 Donald Tebb et al Donald & Noeleen Tebb \n",
"12161 Donald Tebb et al Noeleen & Donald Tebb \n",
"8700 Ottilia Thiedig Randy Thiedig \n",
"6314 Randy Thiedig SS UNIMIX AGRICULTURE CORPORAT \n",
"36945 James Elves Wayne & Florence McAuley \n",
"33984 Wayne & Florence McAuley Dennis & Wanda Wood \n",
"27006 Peter Shukin Genevieve Shukin et al \n",
"27003 Genevieve Shukin Kurtis Shukin et al \n",
"26766 Russell Shukin GENEVIEVE SHUKIN et al \n",
"26767 GENEVIEVE SHUKIN Jason Bosovich et al \n",
"26771 Kurtis & Genevieve Shukin Jason Bosovich et al \n",
"10432 Lloyd Griffith STEPHEN & LINDA ROPER \n",
"9488 STEPHEN & LINDA ROPER SS UNIMIX AGRICULTURE CORPORAT \n",
"13229 Tony Somogyi Donald Tebb et al \n",
"12156 Donald Tebb et al Noeleen & Donald Tebb \n",
"12159 Donald Tebb et al Donald & Noeleen Tebb \n",
"19806 Barrie Gwillim Barrie & Barbara Gwillim \n",
"17723 Barrie & Barbara Gwillim Barbara Gwillim \n",
"17413 Barbara Gwillim Nicholas & Jessica Guraluick \n",
"27744 Barry Enge Enge et al \n",
"27590 Barry Enge et al Barry, Justin & Korwin Enge \n",
"26794 Barry & Justin & Korwin Enge Justin & Korwin Enge \n",
"37461 ALBERT & MINNIE DEUTSCH CURTIS & BRENDA DEUTSCH \n",
"33947 Curtis & Brenda Deutsch JODY & SHONA FUNK \n",
"1506 George Fish George Fish \n",
"1503 George Fish Bryan Smith et al \n",
"552 Bryan Smith et al BRYAN SMITH et al \n",
"391 BRYAN SMITH et al Meghan Pond "
]
},
"execution_count": 98,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[df.LEGAL_STD.isin(big_changes_2014.LEGAL_STD)][['LEGAL_STD', 'DATE', 'PRICE', 'ACRE_PRICE_CHANGE', 'VENDOR', 'PURCHASER']]"
]
},
{
"cell_type": "markdown",
"id": "chemical-disorder",
"metadata": {},
"source": [
"Let's look at stats by RM: number of sales, total amount of sales, and average price per sale. Saltcoats seems to be an outlier with a higher average sales price."
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "forbidden-shadow",
"metadata": {},
"outputs": [
{
"data": {
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" }</style><table id=\"T_41a99_\" ><thead> <tr> <th class=\"blank level0\" ></th> <th class=\"col_heading level0 col0\" >count</th> <th class=\"col_heading level0 col1\" >sum</th> <th class=\"col_heading level0 col2\" >mean</th> </tr> <tr> <th class=\"index_name level0\" >RM</th> <th class=\"blank\" ></th> <th class=\"blank\" ></th> <th class=\"blank\" ></th> </tr></thead><tbody>\n",
" <tr>\n",
" <th id=\"T_41a99_level0_row0\" class=\"row_heading level0 row0\" >213 - Saltcoats</th>\n",
" <td id=\"T_41a99_row0_col0\" class=\"data row0 col0\" >2738</td>\n",
" <td id=\"T_41a99_row0_col1\" class=\"data row0 col1\" >216124279</td>\n",
" <td id=\"T_41a99_row0_col2\" class=\"data row0 col2\" >78935.090942</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_41a99_level0_row1\" class=\"row_heading level0 row1\" >488 - Torch River</th>\n",
" <td id=\"T_41a99_row1_col0\" class=\"data row1 col0\" >6511</td>\n",
" <td id=\"T_41a99_row1_col1\" class=\"data row1 col1\" >443296319</td>\n",
" <td id=\"T_41a99_row1_col2\" class=\"data row1 col2\" >68084.214253</td>\n",
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" <tr>\n",
" <th id=\"T_41a99_level0_row2\" class=\"row_heading level0 row2\" >215 - Stanley</th>\n",
" <td id=\"T_41a99_row2_col0\" class=\"data row2 col0\" >2629</td>\n",
" <td id=\"T_41a99_row2_col1\" class=\"data row2 col1\" >177350070</td>\n",
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" <th id=\"T_41a99_level0_row3\" class=\"row_heading level0 row3\" >336 - Sasman</th>\n",
" <td id=\"T_41a99_row3_col0\" class=\"data row3 col0\" >3571</td>\n",
" <td id=\"T_41a99_row3_col1\" class=\"data row3 col1\" >238377241</td>\n",
" <td id=\"T_41a99_row3_col2\" class=\"data row3 col2\" >66753.637917</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_41a99_level0_row4\" class=\"row_heading level0 row4\" >250 - Last Mountain Valley</th>\n",
" <td id=\"T_41a99_row4_col0\" class=\"data row4 col0\" >2848</td>\n",
" <td id=\"T_41a99_row4_col1\" class=\"data row4 col1\" >180694797</td>\n",
" <td id=\"T_41a99_row4_col2\" class=\"data row4 col2\" >63446.206812</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_41a99_level0_row5\" class=\"row_heading level0 row5\" >305 - Invermay</th>\n",
" <td id=\"T_41a99_row5_col0\" class=\"data row5 col0\" >2058</td>\n",
" <td id=\"T_41a99_row5_col1\" class=\"data row5 col1\" >124118221</td>\n",
" <td id=\"T_41a99_row5_col2\" class=\"data row5 col2\" >60310.117104</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_41a99_level0_row6\" class=\"row_heading level0 row6\" >275 - Insinger</th>\n",
" <td id=\"T_41a99_row6_col0\" class=\"data row6 col0\" >2486</td>\n",
" <td id=\"T_41a99_row6_col1\" class=\"data row6 col1\" >148294291</td>\n",
" <td id=\"T_41a99_row6_col2\" class=\"data row6 col2\" >59651.766291</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_41a99_level0_row7\" class=\"row_heading level0 row7\" >276 - Foam Lake</th>\n",
" <td id=\"T_41a99_row7_col0\" class=\"data row7 col0\" >3917</td>\n",
" <td id=\"T_41a99_row7_col1\" class=\"data row7 col1\" >225295128</td>\n",
" <td id=\"T_41a99_row7_col2\" class=\"data row7 col2\" >57517.265254</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_41a99_level0_row8\" class=\"row_heading level0 row8\" >184 - Grayson</th>\n",
" <td id=\"T_41a99_row8_col0\" class=\"data row8 col0\" >2988</td>\n",
" <td id=\"T_41a99_row8_col1\" class=\"data row8 col1\" >168852836</td>\n",
" <td id=\"T_41a99_row8_col2\" class=\"data row8 col2\" >56510.319946</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_41a99_level0_row9\" class=\"row_heading level0 row9\" >100 - Elmsthorpe</th>\n",
" <td id=\"T_41a99_row9_col0\" class=\"data row9 col0\" >2885</td>\n",
" <td id=\"T_41a99_row9_col1\" class=\"data row9 col1\" >155381626</td>\n",
" <td id=\"T_41a99_row9_col2\" class=\"data row9 col2\" >53858.449220</td>\n",
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" <tr>\n",
" <th id=\"T_41a99_level0_row10\" class=\"row_heading level0 row10\" >070 - Key West</th>\n",
" <td id=\"T_41a99_row10_col0\" class=\"data row10 col0\" >2891</td>\n",
" <td id=\"T_41a99_row10_col1\" class=\"data row10 col1\" >152835753</td>\n",
" <td id=\"T_41a99_row10_col2\" class=\"data row10 col2\" >52866.050847</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_41a99_level0_row11\" class=\"row_heading level0 row11\" >247 - Kellross</th>\n",
" <td id=\"T_41a99_row11_col0\" class=\"data row11 col0\" >2929</td>\n",
" <td id=\"T_41a99_row11_col1\" class=\"data row11 col1\" >143107845</td>\n",
" <td id=\"T_41a99_row11_col2\" class=\"data row11 col2\" >48858.943325</td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
"<pandas.io.formats.style.Styler at 0x17506f2f6a0>"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import seaborn as sns\n",
"\n",
"cm = sns.light_palette(\"blue\", as_cmap=True)\n",
"\n",
"stats_by_rm = df.groupby('RM').PRICE.agg(['count','sum', 'mean']).sort_values('mean', ascending = False)\n",
"stats_by_rm.style.background_gradient(cmap=cm)"
]
},
{
"cell_type": "markdown",
"id": "welsh-effort",
"metadata": {},
"source": [
"Now let's explore the relationship between acreage and price over time. The chart below show each sale in the data, coloure by RM. Use the slider to cycle through the years. Hover over dots for details.\n",
"\n",
"For the most part, there's a straight relationship between acre and price. Most parcels are around 140-170 acres. But in some years, in some RMs, we see big outliers.\n",
"\n",
"Examples:\n",
"\n",
"* In 2008, a lot of parcels were sold for \\\\$1.\n",
"* In 2011 in Invernay, there were 160-acre parcels sold far above the average for that size.\n",
"* Torch River seems to have more under-valued parcels."
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "healthy-migration",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
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"hovertemplate": "RM=213 - Saltcoats<br>animation_frame=2021<br>ACRES=%{x}<br>PRICE=%{y}<extra></extra>",
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"name": "488 - Torch River",
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{
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